{"id":"W4223516740","doi":"10.5194/hess-2022-31-rc2","title":"Comment on hess-2022-31","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Bundesministerium für Bildung und Forschung; Ministry of Science, Technology and Space","keywords":"Redox; Environmental chemistry; Chemistry; Anoxic waters; Nitrate; Denitrification; Subsurface flow; Environmental science; Soil science; Chemical physics; Biological system; Inorganic chemistry; Nitrogen; Geology; Groundwater; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007391606,0.0002714795,0.0004599813,0.00004331547,0.000210518,0.00003223268,0.0005893498,0.00007708829,0.1074413],"category_scores_gemma":[0.00002565321,0.0002151499,0.000285373,0.0002593345,0.000052197,0.00003056719,0.0006365223,0.0004988466,0.003478837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005564329,"about_ca_system_score_gemma":0.0000108702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003573505,"about_ca_topic_score_gemma":0.00001710302,"domain_scores_codex":[0.9975776,0.000184092,0.0003323829,0.0005433955,0.001074349,0.0002881656],"domain_scores_gemma":[0.9989731,0.00006805523,0.0001292159,0.0007121962,0.000004520974,0.000112912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001152163,0.00009587082,0.00004425093,0.0001506132,0.00003650062,0.000007948949,0.00001934536,0.00004468606,0.000007100788,0.00002233169,0.9964497,0.003120485],"study_design_scores_gemma":[0.00005495109,0.00005714178,0.00002514297,0.0002146532,0.0001094171,8.395382e-7,0.00001822085,0.00000762093,0.0001313552,0.00007150329,0.9990279,0.0002812565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0001124007,0.002590248,0.00001766825,0.7386474,0.003554117,0.0004111161,0.0002670043,0.0001609923,0.2542391],"genre_scores_gemma":[0.0001144965,0.002254816,0.0001160349,0.03894669,0.0002725248,0.0001075095,0.000794535,0.00002726382,0.9573661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7031271,"threshold_uncertainty_score":0.997297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098679975766523,"score_gpt":0.313799206453463,"score_spread":0.2628124066957978,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}